Pathway Name Avg Num Perturbations Total Perturbations Num Entities Min Mean Truth Max Mean Truth Min Mean Within Max Mean Within Min Mean Any Max Mean Within IL23-mediated signaling events 26.0 1570.0 60.0 -0.629 0.012 1000.0 -1000.0 -0.167 -1000.0 IL4-mediated signaling events 22.0 2030.0 91.0 -0.825 0.7 1000.0 -1000.0 -0.162 -1000.0 HIF-1-alpha transcription factor network 20.0 1592.0 76.0 -0.568 0.019 1000.0 -1000.0 -0.185 -1000.0 p75(NTR)-mediated signaling 19.0 2457.0 125.0 -0.229 0.034 1000.0 -1000.0 -0.1 -1000.0 Signaling events mediated by the Hedgehog family 17.0 925.0 52.0 -0.267 0.071 1000.0 -1000.0 -0.063 -1000.0 Signaling mediated by p38-alpha and p38-beta 17.0 752.0 44.0 -0.232 0.012 1000.0 -1000.0 -0.06 -1000.0 BMP receptor signaling 16.0 1363.0 81.0 -0.266 0.025 1000.0 -1000.0 -0.089 -1000.0 Syndecan-1-mediated signaling events 15.0 541.0 34.0 -0.18 0.012 1000.0 -1000.0 -0.056 -1000.0 IL12-mediated signaling events 14.0 1225.0 87.0 -0.314 0.097 1000.0 -1000.0 -0.138 -1000.0 Glypican 1 network 14.0 703.0 48.0 -0.138 0.021 1000.0 -1000.0 -0.047 -1000.0 Glucocorticoid receptor regulatory network 14.0 1700.0 114.0 -0.64 0.31 1000.0 -1000.0 -0.076 -1000.0 TCR signaling in naïve CD8+ T cells 14.0 1333.0 93.0 -0.16 0.085 1000.0 -1000.0 -0.083 -1000.0 Glypican 2 network 14.0 58.0 4.0 -0.059 -0.047 1000.0 -1000.0 -0.028 -1000.0 FOXA2 and FOXA3 transcription factor networks 13.0 605.0 46.0 -0.389 0.019 1000.0 -1000.0 -0.117 -1000.0 Endothelins 13.0 1253.0 96.0 -0.206 0.021 1000.0 -1000.0 -0.088 -1000.0 Nephrin/Neph1 signaling in the kidney podocyte 12.0 418.0 34.0 -0.085 0.012 1000.0 -1000.0 -0.053 -1000.0 Wnt signaling 12.0 90.0 7.0 -0.098 0.012 1000.0 -1000.0 -0.031 -1000.0 Neurotrophic factor-mediated Trk receptor signaling 12.0 1535.0 120.0 -0.282 0.214 1000.0 -1000.0 -0.077 -1000.0 Syndecan-2-mediated signaling events 11.0 792.0 69.0 -0.13 0.017 1000.0 -1000.0 -0.034 -1000.0 amb2 Integrin signaling 11.0 916.0 82.0 -0.13 0.014 1000.0 -1000.0 -0.077 -1000.0 Calcineurin-regulated NFAT-dependent transcription in lymphocytes 11.0 798.0 68.0 -0.324 0.074 1000.0 -1000.0 -0.13 -1000.0 BCR signaling pathway 11.0 1169.0 99.0 -0.185 0.025 1000.0 -1000.0 -0.092 -1000.0 EGFR-dependent Endothelin signaling events 11.0 235.0 21.0 -0.105 0.018 1000.0 -1000.0 -0.066 -1000.0 Syndecan-4-mediated signaling events 11.0 739.0 67.0 -0.155 0.023 1000.0 -1000.0 -0.094 -1000.0 Integrins in angiogenesis 10.0 859.0 84.0 -0.185 0.018 1000.0 -1000.0 -0.099 -1000.0 Effects of Botulinum toxin 10.0 282.0 26.0 -0.186 0.012 1000.0 -1000.0 -0.066 -1000.0 Plasma membrane estrogen receptor signaling 10.0 871.0 86.0 -0.115 0.068 1000.0 -1000.0 -0.082 -1000.0 Thromboxane A2 receptor signaling 9.0 970.0 105.0 -0.105 0.025 1000.0 -1000.0 -0.071 -1000.0 Signaling events regulated by Ret tyrosine kinase 9.0 805.0 82.0 -0.125 0.012 1000.0 -1000.0 -0.087 -1000.0 Calcium signaling in the CD4+ TCR pathway 9.0 291.0 31.0 -0.238 0.012 1000.0 -1000.0 -0.093 -1000.0 IL27-mediated signaling events 9.0 496.0 51.0 -0.137 0.076 1000.0 -1000.0 -0.089 -1000.0 IGF1 pathway 9.0 520.0 57.0 -0.118 0.025 1000.0 -1000.0 -0.095 -1000.0 Class IB PI3K non-lipid kinase events 9.0 27.0 3.0 -0.025 -1000.0 1000.0 -1000.0 -0.015 -1000.0 ErbB4 signaling events 8.0 581.0 69.0 -0.186 0.067 1000.0 -1000.0 -0.088 -1000.0 Noncanonical Wnt signaling pathway 8.0 215.0 26.0 -0.098 0.012 1000.0 -1000.0 -0.066 -1000.0 Arf6 signaling events 8.0 548.0 62.0 -0.107 0.021 1000.0 -1000.0 -0.062 -1000.0 Fc-epsilon receptor I signaling in mast cells 8.0 853.0 97.0 -0.13 0.028 1000.0 -1000.0 -0.083 -1000.0 PDGFR-alpha signaling pathway 8.0 371.0 44.0 -0.084 0.021 1000.0 -1000.0 -0.045 -1000.0 Nectin adhesion pathway 8.0 557.0 63.0 -0.095 0.021 1000.0 -1000.0 -0.07 -1000.0 S1P5 pathway 8.0 141.0 17.0 -0.094 0.069 1000.0 -1000.0 -0.036 -1000.0 Ephrin B reverse signaling 8.0 394.0 48.0 -0.095 0.061 1000.0 -1000.0 -0.068 -1000.0 LPA receptor mediated events 8.0 859.0 102.0 -0.11 0.02 1000.0 -1000.0 -0.082 -1000.0 LPA4-mediated signaling events 7.0 88.0 12.0 -0.073 0.018 1000.0 -1000.0 -0.032 -1000.0 Caspase cascade in apoptosis 7.0 586.0 74.0 -0.087 0.031 1000.0 -1000.0 -0.047 -1000.0 Coregulation of Androgen receptor activity 7.0 602.0 76.0 -0.185 0.023 1000.0 -1000.0 -0.04 -1000.0 Ephrin A reverse signaling 7.0 52.0 7.0 -0.012 -0.0 1000.0 -1000.0 -0.019 -1000.0 Signaling events mediated by PTP1B 7.0 543.0 76.0 -0.187 0.019 1000.0 -1000.0 -0.089 -1000.0 Reelin signaling pathway 7.0 432.0 56.0 -0.173 0.018 1000.0 -1000.0 -0.082 -1000.0 IL1-mediated signaling events 7.0 484.0 62.0 -0.169 0.058 1000.0 -1000.0 -0.094 -1000.0 Canonical Wnt signaling pathway 7.0 364.0 51.0 -0.161 0.067 1000.0 -1000.0 -0.067 -1000.0 EPHB forward signaling 7.0 659.0 85.0 -0.114 0.089 1000.0 -1000.0 -0.093 -1000.0 Nongenotropic Androgen signaling 7.0 398.0 52.0 -0.103 0.015 1000.0 -1000.0 -0.065 -1000.0 Visual signal transduction: Rods 7.0 372.0 52.0 -0.173 0.012 1000.0 -1000.0 -0.084 -1000.0 Osteopontin-mediated events 6.0 246.0 38.0 -0.109 0.012 1000.0 -1000.0 -0.109 -1000.0 Cellular roles of Anthrax toxin 6.0 236.0 39.0 -0.075 0.013 1000.0 -1000.0 -0.026 -1000.0 Presenilin action in Notch and Wnt signaling 6.0 414.0 61.0 -0.161 0.029 1000.0 -1000.0 -0.069 -1000.0 IL6-mediated signaling events 6.0 514.0 75.0 -0.138 0.044 1000.0 -1000.0 -0.099 -1000.0 TCGA08_retinoblastoma 6.0 55.0 8.0 -0.012 0.015 1000.0 -1000.0 -0.025 -1000.0 Angiopoietin receptor Tie2-mediated signaling 6.0 611.0 88.0 -0.142 0.022 1000.0 -1000.0 -0.1 -1000.0 Sphingosine 1-phosphate (S1P) pathway 5.0 152.0 28.0 -0.094 0.031 1000.0 -1000.0 -0.041 -1000.0 Visual signal transduction: Cones 5.0 222.0 38.0 -0.069 0.012 1000.0 -1000.0 -0.062 -1000.0 JNK signaling in the CD4+ TCR pathway 5.0 98.0 17.0 -0.041 0.014 1000.0 -1000.0 -0.042 -1000.0 Hedgehog signaling events mediated by Gli proteins 5.0 325.0 65.0 -0.322 0.037 1000.0 -1000.0 -0.075 -1000.0 TRAIL signaling pathway 5.0 251.0 48.0 -0.038 0.018 1000.0 -1000.0 -0.068 -1000.0 Syndecan-3-mediated signaling events 5.0 201.0 35.0 -0.18 0.034 1000.0 -1000.0 -0.051 -1000.0 IL2 signaling events mediated by PI3K 5.0 308.0 58.0 -0.068 0.023 1000.0 -1000.0 -0.091 -1000.0 S1P4 pathway 5.0 135.0 25.0 -0.094 0.018 1000.0 -1000.0 -0.054 -1000.0 Signaling events mediated by Stem cell factor receptor (c-Kit) 5.0 461.0 78.0 -0.072 0.043 1000.0 -1000.0 -0.075 -1000.0 Regulation of Androgen receptor activity 5.0 414.0 70.0 -0.268 0.027 1000.0 -1000.0 -0.061 -1000.0 Ras signaling in the CD4+ TCR pathway 5.0 90.0 17.0 -0.035 0.02 1000.0 -1000.0 -0.039 -1000.0 Regulation of nuclear SMAD2/3 signaling 4.0 572.0 136.0 -0.184 0.062 1000.0 -1000.0 -0.067 -1000.0 BARD1 signaling events 4.0 263.0 57.0 -0.041 0.034 1000.0 -1000.0 -0.06 -1000.0 Signaling events activated by Hepatocyte Growth Factor Receptor (c-Met) 4.0 349.0 85.0 -0.051 0.018 1000.0 -1000.0 -0.075 -1000.0 IFN-gamma pathway 4.0 311.0 68.0 -0.132 0.02 1000.0 -1000.0 -0.103 -1000.0 Signaling mediated by p38-gamma and p38-delta 4.0 63.0 15.0 -0.015 0.024 1000.0 -1000.0 -0.032 -1000.0 IL2 signaling events mediated by STAT5 4.0 102.0 22.0 -0.048 0.021 1000.0 -1000.0 -0.061 -1000.0 Regulation of Telomerase 4.0 474.0 102.0 -0.134 0.037 1000.0 -1000.0 -0.109 -1000.0 S1P3 pathway 4.0 177.0 42.0 -0.065 0.023 1000.0 -1000.0 -0.039 -1000.0 ErbB2/ErbB3 signaling events 3.0 200.0 65.0 -0.106 0.021 1000.0 -1000.0 -0.074 -1000.0 a4b1 and a4b7 Integrin signaling 3.0 18.0 5.0 -0.005 0.005 1000.0 -1000.0 -0.018 -1000.0 Ceramide signaling pathway 3.0 266.0 76.0 -0.115 0.034 1000.0 -1000.0 -0.054 -1000.0 Paxillin-independent events mediated by a4b1 and a4b7 3.0 146.0 37.0 -0.053 0.021 1000.0 -1000.0 -0.054 -1000.0 Signaling events mediated by HDAC Class III 3.0 141.0 40.0 -0.168 0.021 1000.0 -1000.0 -0.039 -1000.0 RXR and RAR heterodimerization with other nuclear receptor 3.0 202.0 52.0 -0.099 0.039 1000.0 -1000.0 -0.051 -1000.0 S1P1 pathway 3.0 135.0 36.0 -0.098 0.012 1000.0 -1000.0 -0.067 -1000.0 FAS signaling pathway (CD95) 3.0 163.0 47.0 -0.059 0.015 1000.0 -1000.0 -0.045 -1000.0 Retinoic acid receptors-mediated signaling 3.0 214.0 58.0 -0.082 0.025 1000.0 -1000.0 -0.079 -1000.0 HIV-1 Nef: Negative effector of Fas and TNF-alpha 3.0 146.0 45.0 -0.067 0.037 1000.0 -1000.0 -0.088 -1000.0 Class I PI3K signaling events 3.0 257.0 73.0 -0.088 0.026 1000.0 -1000.0 -0.063 -1000.0 Hypoxic and oxygen homeostasis regulation of HIF-1-alpha 3.0 106.0 33.0 -0.113 0.032 1000.0 -1000.0 -0.054 -1000.0 Rapid glucocorticoid signaling 3.0 72.0 20.0 -0.045 0.014 1000.0 -1000.0 -0.026 -1000.0 p38 MAPK signaling pathway 3.0 146.0 44.0 -0.128 0.023 1000.0 -1000.0 -0.065 -1000.0 PLK2 and PLK4 events 2.0 8.0 3.0 -0.003 0.012 1000.0 -1000.0 -0.02 -1000.0 Lissencephaly gene (LIS1) in neuronal migration and development 2.0 151.0 54.0 -0.073 0.024 1000.0 -1000.0 -0.107 -1000.0 Aurora A signaling 2.0 141.0 60.0 -0.149 0.036 1000.0 -1000.0 -0.055 -1000.0 EPO signaling pathway 2.0 117.0 55.0 -0.031 0.042 1000.0 -1000.0 -0.095 -1000.0 mTOR signaling pathway 2.0 112.0 53.0 -0.019 0.02 1000.0 -1000.0 -0.062 -1000.0 TCGA08_p53 2.0 15.0 7.0 -0.01 0.012 1000.0 -1000.0 -0.016 -1000.0 Paxillin-dependent events mediated by a4b1 2.0 72.0 36.0 -0.053 0.027 1000.0 -1000.0 -0.071 -1000.0 Regulation of p38-alpha and p38-beta 2.0 131.0 54.0 -0.088 0.031 1000.0 -1000.0 -0.063 -1000.0 Signaling events mediated by VEGFR1 and VEGFR2 2.0 331.0 125.0 -0.07 0.043 1000.0 -1000.0 -0.097 -1000.0 TCGA08_rtk_signaling 2.0 65.0 26.0 -0.038 0.037 1000.0 -1000.0 -0.023 -1000.0 Stabilization and expansion of the E-cadherin adherens junction 2.0 214.0 74.0 -0.19 0.062 1000.0 -1000.0 -0.088 -1000.0 Insulin Pathway 2.0 174.0 74.0 -0.142 0.031 1000.0 -1000.0 -0.093 -1000.0 VEGFR1 specific signals 2.0 126.0 56.0 -0.026 0.034 1000.0 -1000.0 -0.056 -1000.0 PDGFR-beta signaling pathway 2.0 260.0 97.0 -0.061 0.034 1000.0 -1000.0 -0.088 -1000.0 Signaling events mediated by PRL 2.0 78.0 34.0 -0.094 0.031 1000.0 -1000.0 -0.041 -1000.0 FOXM1 transcription factor network 2.0 115.0 51.0 -0.096 0.124 1000.0 -1000.0 -0.19 -1000.0 Regulation of cytoplasmic and nuclear SMAD2/3 signaling 1.0 27.0 23.0 -0.032 0.038 1000.0 -1000.0 -0.052 -1000.0 Canonical NF-kappaB pathway 1.0 55.0 39.0 -0.04 0.063 1000.0 -1000.0 -0.085 -1000.0 Signaling events mediated by HDAC Class II 1.0 123.0 75.0 -0.073 0.032 1000.0 -1000.0 -0.043 -1000.0 Circadian rhythm pathway 1.0 28.0 22.0 -0.02 0.039 1000.0 -1000.0 -0.051 -1000.0 Arf6 downstream pathway 1.0 66.0 43.0 -0.022 0.025 1000.0 -1000.0 -0.032 -1000.0 Aurora C signaling 1.0 8.0 7.0 -0.003 0.014 1000.0 -1000.0 -0.024 -1000.0 Insulin-mediated glucose transport 1.0 44.0 32.0 -0.037 0.043 1000.0 -1000.0 -0.062 -1000.0 ceramide signaling pathway 1.0 80.0 49.0 -0.04 0.029 1000.0 -1000.0 -0.056 -1000.0 HIF-2-alpha transcription factor network 1.0 54.0 43.0 -0.075 0.077 1000.0 -1000.0 -0.099 -1000.0 Role of Calcineurin-dependent NFAT signaling in lymphocytes 1.0 145.0 83.0 -0.072 0.05 1000.0 -1000.0 -0.076 -1000.0 Signaling events mediated by HDAC Class I 1.0 110.0 104.0 -0.04 0.048 1000.0 -1000.0 -0.061 -1000.0 FoxO family signaling 1.0 64.0 64.0 -0.061 0.123 1000.0 -1000.0 -0.071 -1000.0 Atypical NF-kappaB pathway 1.0 42.0 31.0 -0.019 0.04 1000.0 -1000.0 -0.044 -1000.0 E-cadherin signaling in the nascent adherens junction 1.0 83.0 76.0 -0.031 0.052 1000.0 -1000.0 -0.086 -1000.0 Arf6 trafficking events 1.0 71.0 71.0 -0.031 0.039 1000.0 -1000.0 -0.074 -1000.0 E-cadherin signaling in keratinocytes 1.0 70.0 43.0 -0.031 0.035 1000.0 -1000.0 -0.065 -1000.0 Aurora B signaling 1.0 83.0 67.0 -0.08 0.033 1000.0 -1000.0 -0.065 -1000.0 PLK1 signaling events 0.0 53.0 85.0 -0.013 0.029 1000.0 -1000.0 -0.039 -1000.0 Class I PI3K signaling events mediated by Akt 0.0 36.0 68.0 -0.037 0.044 1000.0 -1000.0 -0.056 -1000.0 Sumoylation by RanBP2 regulates transcriptional repression 0.0 2.0 27.0 -0.0 0.03 1000.0 -1000.0 -0.051 -1000.0 E-cadherin signaling events 0.0 0.0 5.0 0.012 0.025 1000.0 -1000.0 -0.025 -1000.0 Arf1 pathway 0.0 21.0 54.0 -0.017 0.025 1000.0 -1000.0 -0.035 -1000.0 Alternative NF-kappaB pathway 0.0 4.0 13.0 -0.0 0.034 1000.0 -1000.0 -0.038 -1000.0 Total 797 51654 7203 -15.9881829741 -994.734685209 131000 -131000 -8.98584200382 -131000